def __createAD__(self):
# construct ensemble layer
for map in self.v:
params = AE.dA_params(n_visible=len(map), n_hidden=0, lr=self.lr, corruption_level=0, gracePeriod=0, hiddenRatio=self.hr)
self.ensembleLayer.append(AE.dA(params))
# construct output layer
params = AE.dA_params(len(self.v), n_hidden=0, lr=self.lr, corruption_level=0, gracePeriod=0, hiddenRatio=self.hr)
self.outputLayer = AE.dA(params)
# Copyright (c) 2017 Yisroel Mirsky
#
# MIT License
#
# Permission is hereby granted, free of charge, to any person obtaining
# a copy of this software and associated documentation files (the
# "Software"), to deal in the Software without restriction, including
# without limitation the rights to use, copy, modify, merge, publish,
# distribute, sublicense, and/or sell copies of the Software, and to
# permit persons to whom the Software is furnished to do so, subject to
# the following conditions:
#
# The above copyright notice and this permission notice shall be
# included in all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
# EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
# MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
# NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
# LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
# OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
# WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
def __createAE__(self):
params = AE.dA_params(self.AE_dim,
n_hidden=0,
lr=self.lr,
corruption_level=0,
gracePeriod=0,
hiddenRatio=self.hr)
self.AE = AE.dA(params)
def __createAD__(self):
# construct ensemble layer
for map in self.v:
params = AE.dA_params(n_visible=len(map),
n_hidden=0,
lr=self.lr,
corruption_level=0,
gracePeriod=0,
hiddenRatio=self.hr)
self.ensembleLayer.append(AE.dA(params))
# construct output layer
params = AE.dA_params(len(self.v),
n_hidden=0,
lr=self.lr,
corruption_level=0,
gracePeriod=0,
hiddenRatio=self.hr)
self.outputLayer = AE.dA(params)